1. The Link Between Autism and Sex-Related Neuroanatomy, and Associated Cognition and Gene Expression
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Dorothea L, Floris, Han, Peng, Varun, Warrier, Michael V, Lombardo, Charlotte M, Pretzsch, Clara, Moreau, Alex, Tsompanidis, Weikang, Gong, Maarten, Mennes, Alberto, Llera, Daan, van Rooij, Marianne, Oldehinkel, Natalie J, Forde, Tony, Charman, Julian, Tillmann, Tobias, Banaschewski, Carolin, Moessnang, Sarah, Durston, Rosemary J, Holt, Christine, Ecker, Flavio, Dell'Acqua, Eva, Loth, Thomas, Bourgeron, Declan G M, Murphy, Andre F, Marquand, Meng-Chuan, Lai, Jan K, Buitelaar, Simon, Baron-Cohen, Christian F, Beckmann, Universität Zürich [Zürich] = University of Zurich (UZH), Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Centre, 6525 EN Nijmegen., Wellcome Trust Centre for Integrative Neuroimaging (WIN - FMRIB), University of Oxford, University of Cambridge [UK] (CAM), Autism Research Centre [Cambridge, Royaume-Uni], University of Trento [Trento], Institute of Psychiatry, Psychology & Neuroscience, King's College London, King‘s College London, Génétique humaine et fonctions cognitives - Human Genetics and Cognitive Functions (GHFC (UMR_3571 / U-Pasteur_1)), Institut Pasteur [Paris] (IP)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité), Donders Institute for Brain, Cognition and Behaviour, Radboud University [Nijmegen], Radboud University Medical Center [Nijmegen], Donders Center for Cognitive Neuroimaging, Donders Centre for Cognitive Neuroimaging, Radboud University [Nijmegen]-Radboud University [Nijmegen], Monash University [Melbourne], Roche Pharma Research and Early Development [Basel] (pRED), F. Hoffmann-La Roche [Basel], University Hospital Mannheim | Universitätsmedizin Mannheim, Heidelberg University, University Medical Center [Utrecht], Curtin University [Perth], Planning and Transport Research Centre (PATREC), and Sackler Institute of Translational Neurodevelopment [London]
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Machine Learning ,Psychiatry and Mental health ,Gender Differences ,Neuroanatomy ,Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7] ,Autism Spectrum Disorder ,Neurodevelopmental Disorders ,130 000 Cognitive Neurology & Memory ,Stress-related disorders Donders Center for Medical Neuroscience [Radboudumc 13] ,220 Statistical Imaging Neuroscience ,[SDV.NEU]Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC] ,Brain Imaging Techniques - Abstract
Item does not contain fulltext OBJECTIVE: The male preponderance in prevalence of autism is among the most pronounced sex ratios across neurodevelopmental conditions. The authors sought to elucidate the relationship between autism and typical sex-differential neuroanatomy, cognition, and related gene expression. METHODS: Using a novel deep learning framework trained to predict biological sex based on T(1)-weighted structural brain images, the authors compared sex prediction model performance across neurotypical and autistic males and females. Multiple large-scale data sets comprising T(1)-weighted MRI data were employed at four stages of the analysis pipeline: 1) pretraining, with the UK Biobank sample (>10,000 individuals); 2) transfer learning and validation, with the ABIDE data sets (1,412 individuals, 5-56 years of age); 3) test and discovery, with the EU-AIMS/AIMS-2-TRIALS LEAP data set (681 individuals, 6-30 years of age); and 4) specificity, with the NeuroIMAGE and ADHD200 data sets (887 individuals, 7-26 years of age). RESULTS: Across both ABIDE and LEAP, features positively predictive of neurotypical males were on average significantly more predictive of autistic males (ABIDE: Cohen's d=0.48; LEAP: Cohen's d=1.34). Features positively predictive of neurotypical females were on average significantly less predictive of autistic females (ABIDE: Cohen's d=1.25; LEAP: Cohen's d=1.29). These differences in sex prediction accuracy in autism were not observed in individuals with ADHD. In autistic females, the male-shifted neurophenotype was further associated with poorer social sensitivity and emotional face processing while also associated with gene expression patterns of midgestational cell types. CONCLUSIONS: The results demonstrate an increased resemblance in both autistic male and female individuals' neuroanatomy with male-characteristic patterns associated with typically sex-differential social cognitive features and related gene expression patterns. The findings hold promise for future research aimed at refining the quest for biological mechanisms underpinning the etiology of autism.
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- 2023
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